Skip to yearly menu bar Skip to main content


(14 events)   Timezone:  
Show all
Toggle Poster Visibility
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #192
A Meta-MDP Approach to Exploration for Lifelong Reinforcement Learning
In Reinforcement Learning and Planning -- Exploration
Francisco Garcia · Philip Thomas
[ Paper]  [ Poster] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #193
Limiting Extrapolation in Linear Approximate Value Iteration
In Reinforcement Learning and Planning -- Exploration
Andrea Zanette · Alessandro Lazaric · Mykel J Kochenderfer · Emma Brunskill
[ Paper]  [ Poster] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #194
Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters
In Reinforcement Learning and Planning -- Exploration
Alberto Maria Metelli · Amarildo Likmeta · Marcello Restelli
[ Paper]  [ Poster] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #195
Provably Efficient Q-Learning with Low Switching Cost
In Reinforcement Learning and Planning -- Exploration
Yu Bai · Tengyang Xie · Nan Jiang · Yu-Xiang Wang
[ Paper]  [ Poster] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #196
Regret Bounds for Learning State Representations in Reinforcement Learning
In Reinforcement Learning and Planning -- Exploration
Ronald Ortner · Matteo Pirotta · Alessandro Lazaric · Ronan Fruit · Odalric-Ambrym Maillard
[ Paper]  [ Slides] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #197
Safe Exploration for Interactive Machine Learning
In Reinforcement Learning and Planning -- Exploration
Matteo Turchetta · Felix Berkenkamp · Andreas Krause
[ Paper]  [ Slides] 
Poster
Tue Dec 10 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #198
Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learning
In Reinforcement Learning and Planning -- Exploration
David Janz · Jiri Hron · Przemysław Mazur · Katja Hofmann · José Miguel Hernández-Lobato · Sebastian Tschiatschek
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #178
Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model
In Reinforcement Learning and Planning -- Exploration
Andrea Zanette · Mykel J Kochenderfer · Emma Brunskill
[ Paper]  [ Poster] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #179
Better Exploration with Optimistic Actor Critic
In Reinforcement Learning and Planning -- Exploration
Kamil Ciosek · Quan Vuong · Robert Loftin · Katja Hofmann
[ Paper]  [ Slides] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #180
Provably Efficient Q-learning with Function Approximation via Distribution Shift Error Checking Oracle
In Reinforcement Learning and Planning -- Exploration
Simon Du · Yuping Luo · Ruosong Wang · Hanrui Zhang
[ Paper]  [ Poster] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #181
Explicit Planning for Efficient Exploration in Reinforcement Learning
In Reinforcement Learning and Planning -- Exploration
Liangpeng Zhang · Ke Tang · Xin Yao
[ Paper]  [ Poster] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #182
Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs
In Reinforcement Learning and Planning -- Exploration
Jian QIAN · Ronan Fruit · Matteo Pirotta · Alessandro Lazaric
[ Paper]  [ Poster] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #183
Information-Theoretic Confidence Bounds for Reinforcement Learning
In Reinforcement Learning and Planning -- Exploration
Xiuyuan Lu · Benjamin Van Roy
[ Paper]  [ Slides] 
Poster
Tue Dec 10 05:30 PM -- 07:30 PM (PST) @ East Exhibition Hall B + C #184
Worst-Case Regret Bounds for Exploration via Randomized Value Functions
In Reinforcement Learning and Planning -- Exploration
Daniel Russo
[ Paper]  [ Slides]